EP2411804A1 - Method for the in vitro diagnosis of stroke - Google Patents
Method for the in vitro diagnosis of strokeInfo
- Publication number
- EP2411804A1 EP2411804A1 EP09786393A EP09786393A EP2411804A1 EP 2411804 A1 EP2411804 A1 EP 2411804A1 EP 09786393 A EP09786393 A EP 09786393A EP 09786393 A EP09786393 A EP 09786393A EP 2411804 A1 EP2411804 A1 EP 2411804A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- probnp
- stroke
- level
- ndka
- fragments
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
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Classifications
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/68—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving proteins, peptides or amino acids
- G01N33/6893—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving proteins, peptides or amino acids related to diseases not provided for elsewhere
- G01N33/6896—Neurological disorders, e.g. Alzheimer's disease
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2333/00—Assays involving biological materials from specific organisms or of a specific nature
- G01N2333/435—Assays involving biological materials from specific organisms or of a specific nature from animals; from humans
- G01N2333/46—Assays involving biological materials from specific organisms or of a specific nature from animals; from humans from vertebrates
- G01N2333/47—Assays involving proteins of known structure or function as defined in the subgroups
- G01N2333/4701—Details
- G01N2333/4712—Muscle proteins, e.g. myosin, actin, protein
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2333/00—Assays involving biological materials from specific organisms or of a specific nature
- G01N2333/435—Assays involving biological materials from specific organisms or of a specific nature from animals; from humans
- G01N2333/46—Assays involving biological materials from specific organisms or of a specific nature from animals; from humans from vertebrates
- G01N2333/47—Assays involving proteins of known structure or function as defined in the subgroups
- G01N2333/4701—Details
- G01N2333/4737—C-reactive protein
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2333/00—Assays involving biological materials from specific organisms or of a specific nature
- G01N2333/435—Assays involving biological materials from specific organisms or of a specific nature from animals; from humans
- G01N2333/575—Hormones
- G01N2333/58—Atrial natriuretic factor complex; Atriopeptin; Atrial natriuretic peptide [ANP]; Brain natriuretic peptide [BNP, proBNP]; Cardionatrin; Cardiodilatin
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2333/00—Assays involving biological materials from specific organisms or of a specific nature
- G01N2333/90—Enzymes; Proenzymes
- G01N2333/91—Transferases (2.)
- G01N2333/912—Transferases (2.) transferring phosphorus containing groups, e.g. kinases (2.7)
- G01N2333/91205—Phosphotransferases in general
- G01N2333/91235—Phosphotransferases in general with a phosphate group as acceptor (2.7.4)
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/28—Neurological disorders
- G01N2800/2871—Cerebrovascular disorders, e.g. stroke, cerebral infarct, cerebral haemorrhage, transient ischemic event
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/60—Complex ways of combining multiple protein biomarkers for diagnosis
Definitions
- the present invention relates to methods and kits for the in vitro diagnosis of stroke.
- Stroke also known as cerebrovascular accident (CVA) is one of the leading causes of mortality and morbidity with an estimated 700,000 patients diagnosed with stroke each year. Stroke currently ranks third in the cause of death in the U.S.A.
- CVA cerebrovascular accident
- stroke encompasses two widely different clinical settings which it is of the utmost importance to distinguish. Ischemic stroke is thus usually caused by the blockage of blood vessels and is best treated by clot dissolving agents, such as t-PA, within three hours of symptom onset. In contrast, hemorrhagic stroke is caused by bleeding into the brain which forbids any treatment by anti-clotting agents, which could prove fatal.
- Transient ischemic attack (TIA, often colloquially referred to as "mini stroke") is caused by the changes in the blood supply to a particular area of the brain, resulting in brief neurologic dysfunction that persists, by definition, for less than 24 hours; if symptoms persist then it is categorized as a stroke (see e.g. Transient Ischemic Attacks: Stroke (CVA): Merck Manual Home Edition). Patients diagnosed with a TIA are sometimes said to have had a warning for an approaching stroke. If the time period of blood supply impairment lasts more than a few minutes, the nerve cells of that area of the brain die and cause permanent neurologic deficit.
- TIA Transient ischemic attack Mount Sinai Hospital, New York. Therefore, the identification of TIA is beneficial because these patients are at increased risk of future stroke.
- CT computed tomography
- Magnetic resonance imaging (MRI) has been shown to be superior to CT in diagnosing acute stroke (84% sensitivity, Chalela et a/. (2007) Lancet 369:293-298), and particularly ischemic stroke.
- MRI scanners are costly equipments and are not always available in the emergency room.
- biochemical markers have been suggested as an aid in detecting stroke, in particular in view of the early detection of ischemic stroke.
- S-100b (a marker of astrocytic activation) and neuron-specific enolase (NSE) are among the best characterized such markers (Jauch et al. (2006) Stroke 37:2508- 2513).
- Heart-type fatty acid binding protein(H-FABP) has also been considered as a promising marker (Lescuyer et al. (2005) MoI. Diagn. 9:1-7). However, it seems that the discriminatory power offered by these markers individually is not sufficient to be of clinical value.
- proBNP(1 -108) a precursor protein of 108 amino acids
- BNP(32) or simply BNP Brain Natriuretic Peptide
- NT-proBNP a precursor protein of proBNP(1-108)
- BNP is a blood pressure regulatory agent which is released mainly from the left cardiac ventricle in response to volume expansion and pressure overload.
- proBNP(1 -108) has been shown to be circulating in patients with severe heart failure (Hammerer-Lercher et al. (2008) Clinical Chemistry 54:5).
- NDKA Nucleoside Diphosphate Kinase A
- proBNP(1-108) had a high discriminatory power (e.g. 90% sensitivity and 85 % specificity) in stroke detection.
- the present invention relates to a method for the in vitro diagnosis of stroke and Transient ischemic attack (TIA) in an individual, comprising the following steps:
- NDKA nucleoside diphosphate kinase A
- the above-defined method further comprises measuring the level of at least one marker of cardiovascular diseases.
- the present invention also relates to a kit for diagnosing stroke, comprising:
- At least one calibrator comprising proBNP(1 -108), or of fragment of proBNP(1 -108) which comprise a RAPRSP sequence (SEQ ID NO: 1 ), at least at a concentration of 1 pg/ml; and
- - at least one antibody suitable for detecting NDKA and - optionally at least one calibrator comprising NDKA, at least at a concentration of 7 ng/ml.
- the present invention also relates to the use of:
- diagnosing or establishing a “diagnosis” relates to determining if a stroke has occurred in an individual.
- stroke relates to all cerebrovascular accidents.
- stroke encompasses acute and chronic stroke as well as ischemic and hemorrhagic stroke.
- Ischemic stroke is characterized by a partial or total occlusion of cerebral vessels which may lead to infarction and necrosis of cerebral tissues supplied by these vessels.
- TIA transient ischemic attack
- Hemorrhagic stroke is characterized by an intracerebral haemorrhage generally from cerebral vessel rupture.
- the stroke according to the invention is selected from the group consisting of an ischemic stroke, a hemorrhagic stroke, or a transient ischemic attack (TIA). More preferably, the stroke as intended herein is acute ischemic stroke.
- the method of the invention provides for early stroke diagnosis.
- Early stroke diagnosis is of particular importance in the case of ischemic stroke, since it is usually estimated that treating the occluded vessels within 3 hours of stroke symptoms onset will prevent most irreversible cerebral damages.
- the above defined step (a) is implemented within 6 hours, more preferably within 3 hours, and most preferably within 2 hours, after the onset of at least one symptom indicative of stroke in the individual.
- the symptoms indicative of stroke are well known to one of skill in the art and notably encompass sudden numbness or blindness, confusion, severe headaches, slurred speech, and partial paralysis.
- proBNP(1 -108) relates to the precursor BNP(32) and of NT-proBNP. As intended herein “proBNP(1-108)” encompasses all its natural variants, however it is preferred that proBNP(1 -108) is represented by SEQ ID NO: 4.
- proBNP(1-108) is often partially truncated, in particular it is deleted of one or more amino acids on the N-terminal side or optionally on the C-terminal side, for instance by circulating proteases, to form so-called "proBNP(1 -108) fragments".
- An example of such a proBNP(1 -108) fragment, the proBNP(3-108) fragment produced by cleavage by a dipeptidase, is described in Lam et al. (2007) J. Am. Coll. Cardiol. 49:1193-1202. It is believed that it is not only proBNP(1 -108) which is of diagnosis value but also its various natural fragments. Accordingly, the present invention not only relies on measuring the level of proBNP(1 -108) but also the level of fragments of proBNP(1-108).
- proBNP(1 -108) and “fragments of proBNP(1 -108)” also include any polypeptide having been subjected to at least one post-translational modification, such as phosphorylation, glycosylation or the like.
- proBNP(1 -108) is a glycoprotein which is O-glycosylated either entirely or in part.
- the fragments of proBNP(1-108) comprise the RAPRSP sequence (SEQ ID NO: 1 ).
- This RAPRSP sequence harbours the site of proBNP(1 - 108) which is cleaved in vivo to yield NT-proBNP and BNP(32).
- the RAPRSP is specific of proBNP(1 -108) and cannot be found in BNP(32) nor in NT- proBNP, which are thus excluded from the definition of the fragments of proBNP(1 - 108) according to the invention.
- the fragments of proBNP(1 -108) according to the invention comprise a FGRKMDR sequence (SEQ ID NO: 2). This sequence is comprised in the BNP(32) part of proBNP(1 -108). Even more preferably, the fragments of proBNP(1 -108) comprise the whole sequence of BNP(32) (SEQ ID NO: 3).
- NDKA nucleoside Diphosphate kinase A
- kits according to the invention comprising antibodies to at least one further stroke marker and uses according to the invention of at least one further stroke marker.
- the expression "further stroke marker” relates to any biochemical marker, other than proBNP(1-108), fragments of proBNP(1 -108) as defined above, or NDKA, which level is indicative of stroke or TIA as defined above.
- the expression "marker of cardiovascular diseases” relates to any marker useful for detecting or diagnosing a cardiovascular diseases. Such markers are well known to one of skill in the art.
- the marker of cardiovascular diseases is selected from the group constituted of the C reactive protein (CRP) and cardiac troponin I (cTnl). Measuring the level of a marker of cardiovascular diseases may be advantageous in the the method of the invention since it enables excluding cardiovascular diseases as a cause for variation of the level of proBNP(1 -108).
- measuring or determining the level of proBNP(1 -108), of fragments of proBNP(1 -108), of NDKA, of the at least one further stroke marker, or of the at least one marker of cardiovascular diseases is determined using an immunoassay.
- an “immunoassay” relates to any method wherein the level of proBNP(1 -108), of fragments of proBNP(1 -108), of NDKA, of the at least one further stroke marker, or of the at least one marker of cardiovascular diseases, is determined using at least one compound (or ligand) specifically binding thereto.
- the compound (or ligand) specifically binding thereto can be of any type but it is preferred that it is an antibody, an aptamer, or a peptide obtained by phage display.
- Immunoassay methods are well known to one of skill in the art and may be carried out in accordance with various formats well-known to the one skilled in the art, for example in solid or homogeneous phase, in one or two steps, by a sandwich method or by a competitive method.
- the sandwich method in solid phase between 2 ligands one being a capture ligand and the other being a detection ligand, will be used.
- This type of immunoassay is particularly well-known to one skilled in the art.
- the article by Sefehan et al. (2007) CHn. Chem. 53:866-873 gives an example of a sandwich immunoassay (or immunometric assay at 2 sites) for assaying BNP(32) and proBNP(1 -108), each time using a pair of antibodies (an antibody immobilised in solid phase and an labelled antibody in detection).
- detection means in particular a "detection ligand”.
- a detection ligand which is labelled, is able to bind to the captured antigen, by recognising an epitopic site which is different from that recognised by the capture ligand.
- labelled refers both to a direct labelling and to an indirect labelling (for example, by means of other ligands, themselves directly labelled, or using reagents of a labelled "affinity pair", such as, but not exclusively, the labelled avidin- biotin pair, etc.).
- the capture ligand is preferably selected in such a way that it specifically recognises an epitope on the natural antigen of the patient, whilst the detection ligand is selected preferably in such a way that it specifically recognises another epitope on the natural antigen of the patient.
- the capture ligand is immobilised on a solid phase.
- solid phase microplates could be used, in particular polystyrene microplates, such as those sold by Nunc, Denmark.
- Solid particles or beads, paramagnetic beads, such as those produced by Dynal, Merck-Eurolab (France) (under the trademark EstaporTM) and Polymer Laboratories, or even polystyrene or polypropylene test tubes, glass, plastic or silicon chips, etc. may also be used.
- ELISA assays may be used to reveal the presence of formed antigen-antibody complexes.
- different types of labelling of ligands in particular of antibodies are possible (radioactive, ezymatic, fluorescent, etc.).
- the detection may also be carried out by methods based on mass accumulation, such as surface plasmon resonance (SPR), by piezo-electric detection, but also by mass spectrometry or any other methods defined as enabling the study of a ligand-antigen-type interaction in the absence of a second labelled ligand.
- SPR surface plasmon resonance
- an “antibody” as intended herein relates to antibodies belonging to any species, such as human, mouse, rat, rabbit, goat, or camelidae species.
- the antibody can also be a chimeric antibody, i.e. an antibody which comprises parts originating from different species.
- Preferred chimeric antibodies are so-called "humanized” antibodies, wherein the constant parts (C H and C L ) are of human origin and the variable parts (V H and V L ) are of another species, such as mouse for instance.
- the antibody of the invention can be produced by any method known the man skilled in the art, such as by animal immunization, or by recombinant or synthetic methods for instance.
- an "antibody” according to the invention also encompasses antibody fragments which comprise at least one of the paratopes of said antibody, such as Fab, F(ab') 2 , scFv fragments as well as camelidae single- chain antibodies.
- the antibody of the invention can be a polyclonal antibody, in particular a monospecific polyclonal antibody, or a monoclonal antibody.
- Aptamers are well-known by the one skilled in the art. Aptamers are compounds of a nucleotide, in particular a ribonucleotide or desoxyhbonucleotide, or a peptide nature able to bind specifically to a target, in particular a protein target.
- the aptamers of a nucleotide nature and the production thereof are described, in particular, by Ellington et al. (1990) Nature 346:818-22 and Bock et al. (1992) Nature 355:564-6.
- the aptamers of a peptide nature and the production thereof are described, in particular, by Hoppe-Seyler et al. (2000) J. MoI Med. 78:426-30.
- “Phage display” denotes a technique for selecting polypeptide ligands expressed on the capsid of a bacteriophage and encoded by a nucleic sequence inserted into the capsid encoding gene. This method is well known by the one skilled in the art and is described, in particular, by Scott & Smith (1990) Science 249:386- 390, and Marks et a/. (1991 ) J. MoI. Biol. 222:581 -597.
- the polypeptide obtainable by phage display is an scFv-type polypeptide (single-chain variable fragment). This technique is described, in particular, by Winter et al. (1994) Annu. Rev. Immunol. 12:433-455.
- the above-defined immunoassay comprises an antibody targeting an epitope which comprises the RAPRSP sequence (SEQ ID NO: 1 ). More preferably, the antibody is secreted by the hybridoma deposited at the CNCM (Collection Nationale de Cultures de Microorganismes, lnstitut Pasteur, 25, rue du Dondel Roux, 75 724 Paris Cedex 15, France) under the Budapest Treaty on April 29, 2005, under reference number I-3073. Such an antibody is notably described in the international publication WO 2004/014952.
- This antibody is advantageous, in that it enables the specific detection of proBNP(1-108) and of all the fragments of proBNP(1-108) according to the invention, with the notable exception of BNP(32), NT-proBNP and their respective fragments, thereby ensuring obtaining the full diagnosis benefits of proBNP(1-108) and its various fragments.
- the immunoassay comprises an antibody targeting an epitope which comprises the FGRKMDR sequence. More preferably, the antibody is secreted by the hybhdoma deposited by Bio-Rad (3 boulevard Raymond Poincare, 92430 Marnes Ia Coquette, France) at the CNCM (Collection Nationale de Cultures de Microorganismes, lnstitut Pasteur, 25, rue du Dondel Roux, 75 724 Paris Cedex 15, France) under the Budapest Treaty on April 13, 2007, under reference number I- 3746.
- Such an antibody is notably described in international application PCT/EP2008/060188.
- the antibody targeting an epitope which comprises the RAPRSP sequence (SEQ ID NO: 1 ) and the antibody targeting an epitope which comprises the FGRKMDR sequence are combined in a same immunoassay, thereby enabling the specific detection of proBNP(1 -108) or of fragments of proBNP(1 -108) according to the invention.
- NDKA level is measured using an ELISA method as generally described in international application WO 2005/029088 and in Allard et a/. (2005) Clin. Chem. 51 :2043-2051.
- the cut-off value as defined above is of at least the mean level of proBNP(1-108), or of fragments of proBNP(1 -108) according to the invention in biological samples obtained from an apparently healthy population of individuals. More preferably, the above-defined cut-off value is of at least the value corresponding to the 75th percentile, the 95th percentile, or the 99th percentile of the levels of proBNP(1 -108), or of fragments of proBNP(1 -108) according to the invention obtained from an apparently healthy population of individuals. Most preferably, this cut-off value is of at least 0, 1 , 2, 3, 5, 10, 50 or 100 pg/ml.
- the above defined steps a) and b) of the method of the invention consist simply in determining whether proBNP(1 -108), or fragments of proBNP(1-108), as defined above are present in the biological sample of the individual.
- the cut-off value as defined above is preferably of at least the mean level of NDKA in biological samples obtained from an apparently healthy population of individuals. More preferably, the above-defined cutoff value is of at least the value corresponding to the 75th percentile, the 95th percentile, or the 99th percentile of the levels of NDKA obtained from an apparently healthy population of individuals. Most preferably, this cut-off value is of at least 5, 10, 15, or 20 ng/ml.
- the cut-off value as defined above is preferably of at least the mean level of said at least one further stroke marker in biological samples obtained from an apparently healthy population of individuals.
- the level of proBNP(1 -108), or of fragments of proBNP(1 -108), and the level of the at least one further stroke marker are compared with one or several cutoff values, this means that the level of proBNP(1 -108), or of fragments of proBNP(1 - 108), on one hand, and the level of the at least one further stroke marker, on the other hand, can be each compared to respective cut-off values, or that they can be both compared to a single cut-off value.
- the level of NDKA (and optionally also that of the at least one further stroke marker or marker of cardiovascular diseases) is measured in the same biological sample as that in which the level of proBNP(1 -108), or of fragments of proBNP(1 -108), is measured.
- biological sample includes both the sample as taken and the sample which has been subjected to various treatments, in particular to render it suitable for use in the processes and methods according to the invention.
- the biological sample according to the invention can be of any type, however it is preferred that the biological sample is selected from the group constituted of a blood sample, a serum sample, a plasma sample, a cerebrospinal fluid sample, a urine sample and a saliva sample. Examples
- proBNP(1-108) and NDKA were determined in 70 serum samples obtained from individuals in whom a stroke has occurred less than 3 hours after onset (15 hemorrhagic stroke samples (HM) and 55 ischemic stroke samples (IM)) and in 148 control serum samples from apparently healthy individuals.
- the proBNP(1 -108) level was determined using the BioPlexTM2200 proBNP(1 -108) assay (Bio-Rad).
- the BioPlexTM2200 combines multiplex, magnetic bead and flow cytometry technologies to provide multi-analyte detection on a fully automated random access platform.
- Magnetic particles (8 ⁇ m diameter, carboxyl-modified surface) are dyed with 2 fluorophores (classification dyes, CL1 and CL2) which emit at distinct wavelengths and adsorb significantly at 635 nm.
- the reporter fluorophore, ⁇ -phycoerythrin (PE) was chosen for its high molar extinction coefficient, quantum yield, resistance to photobleaching, lack of self-quenching and stability.
- the detector simultaneously measures light at 3 wavelengths: the 2 classification dyes and the reporter dye.
- the BioPlexTM2200 proBNP(1 -108) assay is a two-step sandwich fluorescence immunoassay.
- the BioPlexTM2200 system combines 50 ⁇ l_ of patient sample, magnetic dyed beads coated with the anti-proBNP(1 -108) monoclonal antibody secreted by the hybhdoma deposited at the CNCM under reference number I-3073 and assay buffer into a reaction vessel.
- anti-human BNP monoclonal antibody secreted by the hybridoma deposited at the CNCM under reference number I-3746 conjugated to phycoerythrin (PE) is added and incubated for 2 minutes.
- PE phycoerythrin
- the bead mixture is passed through the detector which identifies the dyed beads and the amount of antigens captured on the beads by the fluorescence of PE. After calibration using a set of 6 distinct calibrators, the 3 levels of quality controls and patient samples results are expressed in pg/mL. Two Quality Control beads are also tested with each sample to enhance the integrity of the overall system.
- the NDKA level was determined using an ELISA method as generally described in international application WO 2005/029088 and in Allard et a/. (2005) Clin. Chem. 51 :2043-2051.
- boxplot representation is a convenient way of graphically depicting groups of numerical data through their five-number summaries (the smallest observation, lower quartile (Q1 ), median (Q2), upper quartile (Q3), and largest observation).
- the diagnostic performance of the markers was characterized by two indices: sensitivity (ability to detect the diseased population) and specificity (ability to detect the control population).
- the result of a diagnostic test can be further characterized by determining the area under the curve (AUC) of a ROC (receiver operating characteristic) analysis.
- the ROC curves are a graphical visualization of the reciprocal relation between the sensitivity (Se) and the specificity (Sp) of a test for various concentrations (M. H. Zweig and G. Campbell (1993). "Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine". Clinical chemistry 39 (8): 561-57).
- mROC Multivariate ROC curve analysis
- Marker combination cut-off a x Markeri + b x Marker2 where a and b are calculated coefficients and Markeri and Marker2 are individual marker cut-off values.
- Table 2 Receiving-Operation-Characteristic analysis data for NDKA for Stroke patients when compared to Control subjects
- the NDKA marker has a high discriminatory power in the prediction of stroke with a sensitivity of 90%, a specificity of 91.7% (Area Under the ROC curve (AUC): 0.952). Moreover, this discriminatory power is very high for both the ischemic and the hemorrhagic stroke patients compared to the control subjects.
- Table 3 Receiving-Operation-Characteristic analysis data for proBNP for Stroke patients when compared to Control subjects
- the proBNP marker has a high discriminatory power in the prediction of cerebrovascular accident with a sensitivity of 88%, a specificity of 93.8% and an area under the ROC curve (AUC) of 0.952. Moreover, this discriminatory power is very high for both the ischemic and the hemorrhagic stroke patients compared to the control subjects with respective AUC of 0.95 and 0.962. c) Multivariate ROC curve analysis
- Table 4 Multivariate Receiving-Operation-Characteristic analysis data for the NDKA and proBNP combination for Stroke patients when compared to Control subjects
- the proBNP and NDKA combination has a high discriminatory power in the detection of stroke with a sensitivity of 93% at a specificity of 100%. Both, sensitivity and specificity are improved using this combination compared to each single analyte.
- Table 5 Multivariate Receiving-Operation-Characteristic analysis data for the NDKA and proBNP combination for Ischemic Stroke patients when compared to Control subjects
- the proBNP and NDKA combination has a high discriminatory power in the detection of Ischemic stroke with a sensitivity of 95% at a specificity of 100%. Both, sensitivity and specificity are improved using this combination compared to each single analyte. • Control versus Hemorrhagic
- the proBNP and NDKA combination has a high discriminatory power in the detection of hemorrhagic stroke with a sensitivity of 95% at a specificity of 98%. Both, sensitivity and specificity are improved using this combination compared to each single analyte.
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| PCT/IB2009/051978 WO2010086697A1 (en) | 2009-01-30 | 2009-01-30 | Method for the in vitro diagnosis of stroke |
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| EP3290924B1 (en) * | 2011-12-01 | 2021-10-13 | Roche Diagnostics GmbH | Nt-proanp and nt-probnp for the diagnosis of stroke |
| GB2497138A (en) | 2011-12-02 | 2013-06-05 | Randox Lab Ltd | Biomarkers for stroke and stroke subtype diagnosis. |
| US9366678B2 (en) | 2012-10-25 | 2016-06-14 | Wisconsin Alumni Research Foundation | Neutron encoded mass tags for analyte quantification |
| WO2014188408A1 (en) | 2013-05-20 | 2014-11-27 | Beyond Verbal Communication Ltd | Method and system for determining a pre-multisystem failure condition using time integrated voice analysis |
| GB201309928D0 (en) | 2013-06-04 | 2013-07-17 | Randox Lab Ltd | Method |
| JP2015137272A (en) * | 2014-01-24 | 2015-07-30 | 東ソー株式会社 | Novel peptide and method for detecting disease |
| WO2016048388A1 (en) | 2014-09-26 | 2016-03-31 | Somalogic, Inc. | Cardiovascular risk event prediction and uses thereof |
| US10456059B2 (en) | 2015-04-06 | 2019-10-29 | Forest Devices, Inc. | Neuorological condition detection unit and method of using the same |
| GB201619823D0 (en) | 2016-11-23 | 2017-01-04 | Randox Laboratories Ltd And Teoranta Randox | GFAP accumulating stroke |
| EP3579418A4 (en) | 2017-08-07 | 2020-06-10 | Shenzhen Goodix Technology Co., Ltd. | Vector quantization digital-to-analog conversion circuit for oversampling converter |
| US11446009B2 (en) | 2018-12-11 | 2022-09-20 | Eko.Ai Pte. Ltd. | Clinical workflow to diagnose heart disease based on cardiac biomarker measurements and AI recognition of 2D and doppler modality echocardiogram images |
| US12400762B2 (en) | 2018-12-11 | 2025-08-26 | Eko.Ai Pte. Ltd. | Automatic clinical workflow that recognizes and analyzes 2D and doppler modality echocardiogram images for automated cardiac measurements and diagnosis of cardiac amyloidosis and hypertrophic cardiomyopathy |
| US11931207B2 (en) | 2018-12-11 | 2024-03-19 | Eko.Ai Pte. Ltd. | Artificial intelligence (AI) recognition of echocardiogram images to enhance a mobile ultrasound device |
| US12001939B2 (en) | 2018-12-11 | 2024-06-04 | Eko.Ai Pte. Ltd. | Artificial intelligence (AI)-based guidance for an ultrasound device to improve capture of echo image views |
| US12322100B2 (en) | 2018-12-11 | 2025-06-03 | Eko.Ai Pte. Ltd. | Automatic clinical workflow that recognizes and analyzes 2D and doppler modality echocardiogram images for automated cardiac measurements and grading of aortic stenosis severity |
| CN112808550B (en) * | 2020-12-28 | 2021-10-01 | 青岛理工大学 | Deteriorated immune bionic protective interface for marine engineering and preparation method |
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| DE60233949D1 (en) * | 2001-08-20 | 2009-11-19 | Biosite Inc | DIAGNOSTIC MARKERS FOR STROKE AND HARNTRAUMA AND METHOD OF USE THEREOF |
| US20040219509A1 (en) * | 2001-08-20 | 2004-11-04 | Biosite, Inc. | Diagnostic markers of stroke and cerebral injury and methods of use thereof |
| US7608406B2 (en) * | 2001-08-20 | 2009-10-27 | Biosite, Inc. | Diagnostic markers of stroke and cerebral injury and methods of use thereof |
| FR2843396B1 (en) * | 2002-08-07 | 2005-04-15 | Bio Rad Pasteur | SPECIFIC ANTIBODIES FOR THE DIAGNOSIS OF HEART FAILURE |
| US7341838B2 (en) * | 2003-04-17 | 2008-03-11 | Biosite Incorporated | Polypeptides related to natriuretic peptides and methods of their identification and use |
| DK2341350T3 (en) | 2003-09-20 | 2018-02-05 | Electrophoretics Ltd | DIAGNOSTIC PROCEDURE FOR BRAKE INJURY-RELATED DISORDERS BASED ON DJ-1 DETECTION |
| GB2428240A (en) * | 2005-07-14 | 2007-01-24 | Univ Gen Ve | Diagnostic method for brain damage-related disorders |
| NZ577805A (en) * | 2006-12-05 | 2012-09-28 | Decode Genetics Ehf | Genetic markers for risk management of cardiac arrhythmia |
| WO2010012509A1 (en) * | 2008-08-01 | 2010-02-04 | Bio-Rad Pasteur | Method for the in vitro diagnosis of stroke |
| CN102257386B (en) * | 2008-10-24 | 2014-12-31 | B.R.A.H.M.S有限公司 | Prognosis and risk assessment in stroke patients by determining the level of marker peptides |
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| AU2009339152A1 (en) | 2011-09-15 |
| US8486652B2 (en) | 2013-07-16 |
| CA2751090A1 (en) | 2010-08-05 |
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